Allterraincols
## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"
## [1] "Prediction error at end is: 0.250444292549556"
## [2] "Prediction error at end is: 0.114969241285031"
## [3] "Prediction error at end is: 0.057552973342447"
## [4] "Prediction error at end is: 0.0444634313055366"
## [5] "Prediction error at end is: 0.0392344497607655"
## [6] "Prediction error at end is: 0.0366028708133971"
## [7] "Prediction error at end is: 0.0313738892686261"
## [8] "Prediction error at end is: 0.0365686944634313"
## [9] "Prediction error at end is: 0.0287764866712235"
## [10] "Prediction error at end is: 0.0339712918660287"
## k 1 k 2
## 1 slope_ws19_hr Modified_Catchment_Area
## 2 ChannelNetworkBaseLevel slope_DTM_50m_avg_ws5
## 3 TPI_i0m_o500m ChannelNetworkBaseLevel
## 4 maxic_ws5 TPI_i0m_o500m
## 5 slope_DTM_50m_avg_ws5 Modified_Catchment_Area_hr
## 6 saga_Topographic_Wetness_Index_hr FlowLineCurvature
## 7 Modified_Catchment_Area_hr Closed_Depressions
## 8 TPI_i0m_o10m minic_ws29_hr
## 9 Mass_Balance_Index_hr_hr General_Curvature
## 10 crosc_ws3_hr longc_DTM_50m_avg_ws5
## k 3 k 4
## 1 VerticalDistancetoChannelNetwork slope_ws11_hr
## 2 ChannelNetworkBaseLevel Modified_Catchment_Area
## 3 Slope Mass_Balance_Index
## 4 MassBalanceIndex Tangential_Curvature
## 5 ConvergenceIndex Channel_Network_Base_Level
## 6 LS_Factor ChannelNetworkBaseLevel
## 7 Channel_Network_Base_Level TPI_i0m_o500m
## 8 slope_DTM_50m_avg_ws7 RelativeSlopePosition
## 9 maxic_ws7_hr crosc_ws7_hr
## 10 PlanCurvature crosc_ws5
## k 5
## 1 Modified_Catchment_Area
## 2 ChannelNetworkBaseLevel
## 3 VerticalDistancetoChannelNetwork
## 4 slope_ws15
## 5 TangentialCurvature
## 6 longc_ws11
## 7 slope_ws19_hr
## 8 DiurnalAnisotropicHeating
## 9 maxic_ws5_hr
## 10 Channel_Network_Base_Level
## [1] "silikatisches Festgestein_vs_Blockschutt"
## [1] "Prediction error at end is: 0.267056962025316"
## [2] "Prediction error at end is: 0.166392405063291"
## [3] "Prediction error at end is: 0.100822784810127"
## [4] "Prediction error at end is: 0.0881645569620253"
## [5] "Prediction error at end is: 0.0831012658227848"
## [6] "Prediction error at end is: 0.0881645569620253"
## [7] "Prediction error at end is: 0.0831329113924051"
## [8] "Prediction error at end is: 0.0806012658227848"
## [9] "Prediction error at end is: 0.0730379746835443"
## [10] "Prediction error at end is: 0.0780379746835443"
## k 1 k 2
## 1 ChannelNetworkBaseLevel Channel_Network_Base_Level
## 2 RelativeSlopePosition Catchment_slope
## 3 Modified_Catchment_Area TPI_i0m_o300m
## 4 Texture VerticalDistancetoChannelNetwork
## 5 TPI_i0m_o300m slope_ws15
## 6 minic_ws5 ChannelNetworkBaseLevel
## 7 crosc_ws3_hr Convexity
## 8 TPI_i0m_o100m Closed_Depressions
## 9 Closed_Depressions planc_ws9_hr
## 10 maxic_ws13_hr sagaTopographic_Wetness_Index
## k 3 k 4
## 1 Texture Texture
## 2 longc_DTM_50m_avg_ws7 longc_DTM_50m_avg_ws7
## 3 RelativeSlopePosition slope_DTM_50m_avg_ws7
## 4 slope_ws19_hr Topographic_Wetness_Index
## 5 TPI_i0m_o120m LSFactor
## 6 planc_ws11 DiurnalAnisotropicHeating
## 7 maxic_ws11_hr longc_DTM_50m_avg_ws5
## 8 TPI_i0m_o200m Closed_Depressions
## 9 minic_DTM_50m_avg_ws3 longc_ws13_hr
## 10 TPI_i0m_o140m maxic_ws11
## k 5
## 1 Texture
## 2 Catchment_slope
## 3 slope_ws5
## 4 TPI_i0m_o400m
## 5 Channel_Network_Base_Level
## 6 maxic_ws11
## 7 maxic_ws15
## 8 maxic_ws9_hr
## 9 RelativeSlopePosition
## 10 longc_ws15_hr
## [1] "silikatisches Festgestein_vs_Kolluvium"
## [1] "Prediction error at end is: 0.305"
## [2] "Prediction error at end is: 0.135"
## [3] "Prediction error at end is: 0.08"
## [4] "Prediction error at end is: 0.065"
## [5] "Prediction error at end is: 0.0575"
## [6] "Prediction error at end is: 0.0575"
## [7] "Prediction error at end is: 0.0475"
## [8] "Prediction error at end is: 0.0525"
## [9] "Prediction error at end is: 0.0575"
## [10] "Prediction error at end is: 0.0625"
## k 1 k 2
## 1 VerticalDistancetoChannelNetwork Catchment_Area2
## 2 Slope Slope
## 3 ChannelNetworkBaseLevel longc_DTM_50m_avg_ws7
## 4 Texture ChannelNetworkBaseLevel
## 5 Channel_Network_Base_Level TPI_i0m_o400m
## 6 LSFactor Modified_Catchment_Area
## 7 Convexity slope_DTM_50m_avg_ws7
## 8 Flow_Line_Curvature Texture
## 9 DiurnalAnisotropicHeating LS_Factor
## 10 sagaTopographic_Wetness_Index Longitudinal_Curvature
## k 3 k 4
## 1 TPI_i0m_o500m TPI_i0m_o400m
## 2 slope_ws13_hr slope_ws13_hr
## 3 ChannelNetworkBaseLevel ChannelNetworkBaseLevel
## 4 TPI_i0m_o80m Texture
## 5 Catchment_slope LS_Factor
## 6 slope_ws15 slope_DTM_50m_avg_ws5
## 7 slope_DTM_50m_avg_ws5 Catchment_slope
## 8 LS_Factor DiurnalAnisotropicHeating
## 9 TPI_i0m_o300m Channel_Network_Base_Level
## 10 slope_ws7 Mass_Balance_Index_hr_hr
## k 5
## 1 maxic_DTM_50m_avg_ws7
## 2 ChannelNetworkBaseLevel
## 3 Catchment_slope
## 4 TPI_i0m_o500m
## 5 slope_DTM_50m_avg_ws5
## 6 planc_ws23_hr
## 7 planc_ws9_hr
## 8 maxic_ws19_hr
## 9 slope_ws19_hr
## 10 minic_ws23_hr
## [1] "silikatisches Festgestein_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.133132911392405"
## [2] "Prediction error at end is: 0.0527848101265823"
## [3] "Prediction error at end is: 0.060253164556962"
## [4] "Prediction error at end is: 0.0477215189873418"
## [5] "Prediction error at end is: 0.0476898734177215"
## [6] "Prediction error at end is: 0.0502848101265823"
## [7] "Prediction error at end is: 0.0426582278481013"
## [8] "Prediction error at end is: 0.0451582278481013"
## [9] "Prediction error at end is: 0.0452215189873418"
## [10] "Prediction error at end is: 0.0401898734177215"
## k 1 k 2
## 1 Modified_Catchment_Area Catchment_area
## 2 maxic_ws19_hr FlowLineCurvature
## 3 minic_ws23_hr Catchment_slope
## 4 Texture Slope
## 5 Total_Curvature longc_DTM_50m_avg_ws7
## 6 DiurnalAnisotropicHeating TPI_i0m_o500m
## 7 planc_ws11_hr planc_ws11_hr
## 8 profc_ws15_hr planc_ws9_hr
## 9 Channel_Network_Base_Level Catchment_slope_hr
## 10 Catchment_slope crosc_DTM_50m_avg_ws3
## k 3 k 4
## 1 Modified_Catchment_Area Modified_Catchment_Area
## 2 maxic_ws23_hr FlowLineCurvature
## 3 VerticalDistancetoChannelNetwork Texture
## 4 Texture profc_DTM_50m_avg_ws7
## 5 maxic_ws29_hr maxic_ws29_hr
## 6 profc_ws15_hr longc_ws23_hr
## 7 Catchment_Area2 TPI_i0m_o300m
## 8 crosc_ws3_hr Flow_Line_Curvature
## 9 crosc_ws15 maxic_ws19_hr
## 10 minic_ws11 profc_ws5_hr
## k 5
## 1 Modified_Catchment_Area
## 2 maxic_ws23_hr
## 3 minic_ws7
## 4 Texture
## 5 minic_ws15
## 6 crosc_ws3
## 7 Slope
## 8 VerticalDistancetoChannelNetwork
## 9 crosc_ws23_hr
## 10 RelativeSlopePosition
## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.277721518987342"
## [2] "Prediction error at end is: 0.159208860759494"
## [3] "Prediction error at end is: 0.126329113924051"
## [4] "Prediction error at end is: 0.0858860759493671"
## [5] "Prediction error at end is: 0.0757911392405063"
## [6] "Prediction error at end is: 0.0681962025316456"
## [7] "Prediction error at end is: 0.0581012658227848"
## [8] "Prediction error at end is: 0.0555696202531646"
## [9] "Prediction error at end is: 0.0555696202531646"
## [10] "Prediction error at end is: 0.0606329113924051"
## k 1 k 2
## 1 Catchment_area Catchment_area
## 2 Slope Channel_Network_Base_Level
## 3 Channel_Network_Base_Level LongitudinalCurvature
## 4 Catchment_slope slope_ws11
## 5 TPI_i0m_o300m TPI_i0m_o100m
## 6 CatchmentArea ChannelNetworkBaseLevel
## 7 ChannelNetworkBaseLevel maxic_DTM_50m_avg_ws7
## 8 TotalCurvature TPI_i0m_o400m
## 9 slope_DTM_50m_avg_ws5 slope_DTM_50m_avg_ws7
## 10 profc_ws11_hr Minimal_Curvature
## k 3 k 4
## 1 TPI_i0m_o500m TPI_i0m_o500m
## 2 slope_ws11 Channel_Network_Base_Level
## 3 Channel_Network_Base_Level Catchment_slope
## 4 Texture slope_ws11
## 5 ChannelNetworkBaseLevel ChannelNetworkBaseLevel
## 6 Catchment_slope RelativeSlopePosition
## 7 RelativeSlopePosition slope_DTM_50m_avg_ws7
## 8 profc_ws3_hr planc_ws15_hr
## 9 crosc_DTM_50m_avg_ws5 minic_ws3_hr
## 10 minic_DTM_50m_avg_ws5 minic_ws9_hr
## k 5
## 1 maxic_DTM_50m_avg_ws7
## 2 Catchment_area
## 3 ChannelNetworkBaseLevel
## 4 slope_DTM_50m_avg_ws5
## 5 TPI_i0m_o130m
## 6 RelativeSlopePosition
## 7 TPI_i0m_o400m
## 8 profc_ws5_hr
## 9 Catchment_slope
## 10 Channel_Network_Base_Level
## [1] "silikatisches Festgestein_vs_Hangschutt"
## [1] "Prediction error at end is: 0.354745254745255"
## [2] "Prediction error at end is: 0.218381618381618"
## [3] "Prediction error at end is: 0.182384282384282"
## [4] "Prediction error at end is: 0.159274059274059"
## [5] "Prediction error at end is: 0.138761238761239"
## [6] "Prediction error at end is: 0.159340659340659"
## [7] "Prediction error at end is: 0.159373959373959"
## [8] "Prediction error at end is: 0.149150849150849"
## [9] "Prediction error at end is: 0.161938061938062"
## [10] "Prediction error at end is: 0.151681651681652"
## k 1 k 2 k 3
## 1 TPI_i0m_o500m ChannelNetworkBaseLevel Longitudinal_Curvature
## 2 ChannelNetworkBaseLevel TPI_i0m_o80m ChannelNetworkBaseLevel
## 3 Catchment_slope TPI_i0m_o500m slope_DTM_50m_avg_ws7
## 4 minic_ws13_hr Profile_Curvature slope_ws5
## 5 slope_ws3_hr Catchment_slope profc_DTM_50m_avg_ws3
## 6 Tangential_Curvature TPI_i0m_o150m Maximal_Curvature
## 7 crosc_ws3 minic_ws3 slope_ws15
## 8 slope_ws7 slope_ws29_hr slope_ws7
## 9 Catchment_area MinimalCurvature slope_ws23_hr
## 10 ProfileCurvature longc_ws3_hr maxic_ws11_hr
## k 4 k 5
## 1 Longitudinal_Curvature Catchment_area
## 2 slope_DTM_50m_avg_ws7 ChannelNetworkBaseLevel
## 3 longc_DTM_50m_avg_ws3 slope_ws15
## 4 Texture profc_ws11
## 5 saga_Topographic_Wetness_Index_hr minic_ws19_hr
## 6 TPI_i0m_o200m Longitudinal_Curvature
## 7 slope_ws15 General_Curvature
## 8 maxic_DTM_50m_avg_ws5 longc_ws19_hr
## 9 DiurnalAnisotropicHeating minic_ws11_hr
## 10 profc_ws7_hr planc_ws7
## [1] "silikatisches Festgestein_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.313101265822785"
## [2] "Prediction error at end is: 0.159082278481013"
## [3] "Prediction error at end is: 0.13876582278481"
## [4] "Prediction error at end is: 0.13370253164557"
## [5] "Prediction error at end is: 0.123607594936709"
## [6] "Prediction error at end is: 0.12623417721519"
## [7] "Prediction error at end is: 0.12623417721519"
## [8] "Prediction error at end is: 0.12370253164557"
## [9] "Prediction error at end is: 0.113607594936709"
## [10] "Prediction error at end is: 0.13120253164557"
## k 1 k 2
## 1 slope_ws15 slope_ws15
## 2 TPI_i0m_o500m TPI_i0m_o400m
## 3 maxic_ws15 slope_ws5_hr
## 4 slope_ws29_hr crosc_ws7
## 5 Channel_Network_Base_Level Texture
## 6 Minimal_Curvature slope_ws23_hr
## 7 TPI_i0m_o150m sagaTopographic_Wetness_Index
## 8 minic_DTM_50m_avg_ws5 Slope
## 9 ChannelNetworkBaseLevel minic_DTM_50m_avg_ws7
## 10 sagaTopographic_Wetness_Index Longitudinal_Curvature
## k 3 k 4
## 1 slope_ws15 slope_ws15
## 2 ChannelNetworkBaseLevel ChannelNetworkBaseLevel
## 3 VerticalDistancetoChannelNetwork VerticalDistancetoChannelNetwork
## 4 Texture minic_ws5
## 5 minic_ws5 DiurnalAnisotropicHeating
## 6 TPI_i0m_o300m Texture
## 7 slope_DTM_50m_avg_ws3 profc_ws11
## 8 minic_ws3_hr minic_DTM_50m_avg_ws7
## 9 maxic_ws7_hr minic_ws15_hr
## 10 profc_DTM_50m_avg_ws3 crosc_ws11_hr
## k 5
## 1 slope_ws15
## 2 ChannelNetworkBaseLevel
## 3 VerticalDistancetoChannelNetwork
## 4 TPI_i0m_o10m
## 5 longc_ws19_hr
## 6 maxic_ws9_hr
## 7 longc_ws29_hr
## 8 longc_ws11
## 9 minic_ws3
## 10 PlanCurvature
## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.386867088607595"
## [2] "Prediction error at end is: 0.21370253164557"
## [3] "Prediction error at end is: 0.188322784810127"
## [4] "Prediction error at end is: 0.188417721518987"
## [5] "Prediction error at end is: 0.175886075949367"
## [6] "Prediction error at end is: 0.173354430379747"
## [7] "Prediction error at end is: 0.170791139240506"
## [8] "Prediction error at end is: 0.158291139240506"
## [9] "Prediction error at end is: 0.165822784810127"
## [10] "Prediction error at end is: 0.158291139240506"
## k 1 k 2
## 1 slope_ws19_hr ChannelNetworkBaseLevel
## 2 TPI_i0m_o400m VerticalDistancetoChannelNetwork
## 3 ChannelNetworkBaseLevel Texture
## 4 maxic_ws3 Slope
## 5 VerticalDistancetoChannelNetwork minic_ws29_hr
## 6 RelativeSlopePosition Catchment_slope
## 7 TangentialCurvature Minimal_Curvature
## 8 longc_ws3 profc_ws11_hr
## 9 Minimal_Curvature minic_DTM_50m_avg_ws5
## 10 TPI_i0m_o80m crosc_ws23_hr
## k 3 k 4
## 1 ChannelNetworkBaseLevel longc_ws11
## 2 VerticalDistancetoChannelNetwork Channel_Network_Base_Level
## 3 slope_DTM_50m_avg_ws3 Catchment_slope_hr
## 4 Convexity Modified_Catchment_Area
## 5 MaximalCurvature longc_ws15
## 6 slope_ws19_hr Catchment_slope
## 7 TPI_i0m_o300m slope_ws11
## 8 slope_DTM_50m_avg_ws5 crosc_ws3
## 9 RelativeSlopePosition minic_ws15_hr
## 10 minic_DTM_50m_avg_ws7 crosc_ws11_hr
## k 5
## 1 slope_ws15
## 2 ChannelNetworkBaseLevel
## 3 TPI_i0m_o400m
## 4 Catchment_slope
## 5 slope_ws23_hr
## 6 RelativeSlopePosition
## 7 longc_ws13_hr
## 8 slope_DTM_50m_avg_ws7
## 9 slope_ws7_hr
## 10 MRVBF_hr
Local terrain
## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"
## [1] "Prediction error at end is: 0.194736842105263"
## [2] "Prediction error at end is: 0.152631578947368"
## [3] "Prediction error at end is: 0.136842105263158"
## [4] "Prediction error at end is: 0.147368421052632"
## [5] "Prediction error at end is: 0.157894736842105"
## k 1 k 2 k 3
## 1 Longitudinal_Curvature profc_DTM_50m_avg_ws7 profc_DTM_50m_avg_ws7
## 2 maxic_ws11 slope_DTM_50m_avg_ws7 Flow_Line_Curvature
## 3 minic_ws29_hr minic_ws29_hr PlanCurvature
## 4 maxic_ws13_hr profc_ws29_hr CrossSectionalCurvature
## 5 planc_ws3_hr longc_ws7 minic_DTM_50m_avg_ws7
## k 4 k 5
## 1 Longitudinal_Curvature Longitudinal_Curvature
## 2 longc_ws11 Convexity
## 3 profc_DTM_50m_avg_ws5 Flow_Line_Curvature
## 4 profc_ws7_hr maxic_ws19_hr
## 5 longc_ws7 planc_DTM_50m_avg_ws3
## [1] "silikatisches Festgestein_vs_Blockschutt"
## [1] "Prediction error at end is: 0.303780487804878"
## [2] "Prediction error at end is: 0.129268292682927"
## [3] "Prediction error at end is: 0.144268292682927"
## [4] "Prediction error at end is: 0.144390243902439"
## [5] "Prediction error at end is: 0.129390243902439"
## k 1 k 2 k 3
## 1 Longitudinal_Curvature longc_DTM_50m_avg_ws7 slope_DTM_50m_avg_ws5
## 2 slope_DTM_50m_avg_ws5 slope_DTM_50m_avg_ws5 profc_DTM_50m_avg_ws7
## 3 maxic_DTM_50m_avg_ws5 minic_ws29_hr minic_ws9_hr
## 4 longc_DTM_50m_avg_ws5 maxic_ws3 planc_DTM_50m_avg_ws5
## 5 slope_ws23_hr planc_DTM_50m_avg_ws7 DiurnalAnisotropicHeating
## k 4 k 5
## 1 Longitudinal_Curvature Longitudinal_Curvature
## 2 slope_ws15 slope_DTM_50m_avg_ws7
## 3 maxic_DTM_50m_avg_ws7 slope_ws5
## 4 crosc_ws19_hr minic_ws29_hr
## 5 slope_DTM_50m_avg_ws7 longc_DTM_50m_avg_ws7
## [1] "silikatisches Festgestein_vs_Kolluvium"
## [1] "Prediction error at end is: 0.26390243902439"
## [2] "Prediction error at end is: 0.164146341463415"
## [3] "Prediction error at end is: 0.154024390243902"
## [4] "Prediction error at end is: 0.144390243902439"
## [5] "Prediction error at end is: 0.164390243902439"
## k 1 k 2 k 3
## 1 Longitudinal_Curvature Longitudinal_Curvature Longitudinal_Curvature
## 2 slope_ws23_hr slope_ws23_hr maxic_DTM_50m_avg_ws5
## 3 Total_Curvature profc_ws13_hr FlowLineCurvature
## 4 Tangential_Curvature profc_ws7_hr slope_DTM_50m_avg_ws7
## 5 planc_ws29_hr profc_ws11 longc_DTM_50m_avg_ws7
## k 4 k 5
## 1 slope_ws5 maxic_DTM_50m_avg_ws7
## 2 Longitudinal_Curvature slope_ws7_hr
## 3 profc_ws7_hr planc_ws19_hr
## 4 LongitudinalCurvature slope_ws3
## 5 longc_DTM_50m_avg_ws5 planc_ws5
## [1] "silikatisches Festgestein_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.16" "Prediction error at end is: 0.07"
## [3] "Prediction error at end is: 0.08" "Prediction error at end is: 0.07"
## [5] "Prediction error at end is: 0.08"
## k 1 k 2 k 3
## 1 slope_ws9_hr slope_ws9_hr slope_ws9_hr
## 2 profc_DTM_50m_avg_ws7 Longitudinal_Curvature Longitudinal_Curvature
## 3 Convexity slope_ws19_hr FlowLineCurvature
## 4 LongitudinalCurvature crosc_DTM_50m_avg_ws7 crosc_ws3_hr
## 5 longc_ws23_hr slope_ws5_hr longc_DTM_50m_avg_ws7
## k 4 k 5
## 1 slope_ws11_hr slope_ws9_hr
## 2 Longitudinal_Curvature maxic_DTM_50m_avg_ws7
## 3 CrossSectionalCurvature planc_DTM_50m_avg_ws5
## 4 slope_ws5_hr slope_ws7_hr
## 5 planc_DTM_50m_avg_ws7 crosc_DTM_50m_avg_ws5
## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.215"
## [2] "Prediction error at end is: 0.195"
## [3] "Prediction error at end is: 0.165"
## [4] "Prediction error at end is: 0.175"
## [5] "Prediction error at end is: 0.165"
## k 1 k 2 k 3
## 1 Longitudinal_Curvature Longitudinal_Curvature Longitudinal_Curvature
## 2 slope_ws19_hr longc_ws15 slope_ws7
## 3 slope_ws7 planc_ws11 Convexity
## 4 minic_DTM_50m_avg_ws7 slope_DTM_50m_avg_ws7 longc_ws15
## 5 slope_ws5 maxic_DTM_50m_avg_ws7 minic_ws29_hr
## k 4 k 5
## 1 Longitudinal_Curvature Longitudinal_Curvature
## 2 planc_ws19_hr Convexity
## 3 crosc_ws19_hr slope_DTM_50m_avg_ws7
## 4 slope_DTM_50m_avg_ws7 crosc_ws15_hr
## 5 profc_DTM_50m_avg_ws5 LongitudinalCurvature
## [1] "silikatisches Festgestein_vs_Hangschutt"
## [1] "Prediction error at end is: 0.34"
## [2] "Prediction error at end is: 0.25"
## [3] "Prediction error at end is: 0.23"
## [4] "Prediction error at end is: 0.24"
## [5] "Prediction error at end is: 0.215"
## k 1 k 2 k 3
## 1 profc_ws11 slope_ws15 Longitudinal_Curvature
## 2 longc_DTM_50m_avg_ws5 longc_ws11 slope_DTM_50m_avg_ws7
## 3 slope_ws3 Longitudinal_Curvature planc_DTM_50m_avg_ws5
## 4 minic_ws3 longc_DTM_50m_avg_ws3 General_Curvature
## 5 maxic_ws3_hr maxic_ws19_hr planc_ws13_hr
## k 4 k 5
## 1 Longitudinal_Curvature slope_ws19_hr
## 2 slope_DTM_50m_avg_ws7 profc_DTM_50m_avg_ws3
## 3 longc_ws7 minic_DTM_50m_avg_ws7
## 4 maxic_ws11 slope_ws3_hr
## 5 profc_ws11 minic_ws5_hr
## [1] "silikatisches Festgestein_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.445"
## [2] "Prediction error at end is: 0.255"
## [3] "Prediction error at end is: 0.23"
## [4] "Prediction error at end is: 0.21"
## [5] "Prediction error at end is: 0.195"
## k 1 k 2 k 3
## 1 Slope slope_ws9_hr longc_ws13_hr
## 2 crosc_DTM_50m_avg_ws5 Longitudinal_Curvature crosc_DTM_50m_avg_ws7
## 3 slope_ws7 planc_ws11_hr slope_DTM_50m_avg_ws5
## 4 profc_DTM_50m_avg_ws7 crosc_DTM_50m_avg_ws7 profc_ws7_hr
## 5 minic_ws29_hr longc_ws29_hr minic_ws7_hr
## k 4 k 5
## 1 slope_ws15_hr minic_ws5_hr
## 2 CrossSectionalCurvature crosc_DTM_50m_avg_ws5
## 3 crosc_DTM_50m_avg_ws7 longc_DTM_50m_avg_ws7
## 4 longc_ws3 maxic_ws15_hr
## 5 planc_ws5_hr CrossSectionalCurvature
## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.38" "Prediction error at end is: 0.32"
## [3] "Prediction error at end is: 0.33" "Prediction error at end is: 0.31"
## [5] "Prediction error at end is: 0.28"
## k 1 k 2 k 3
## 1 slope_ws15_hr longc_ws11 slope_ws29_hr
## 2 minic_DTM_50m_avg_ws3 slope_ws3 longc_DTM_50m_avg_ws5
## 3 CrossSectionalCurvature slope_ws5_hr planc_ws23_hr
## 4 planc_ws23_hr minic_ws5 maxic_ws3_hr
## 5 minic_ws5 minic_ws15 LongitudinalCurvature
## k 4 k 5
## 1 Longitudinal_Curvature LongitudinalCurvature
## 2 Flow_Line_Curvature slope_ws3
## 3 longc_DTM_50m_avg_ws7 longc_DTM_50m_avg_ws5
## 4 FlowLineCurvature slope_DTM_50m_avg_ws7
## 5 planc_ws29_hr crosc_ws19_hr
Regional terrain
## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"
## [1] "Prediction error at end is: 0.161943319838057"
## [2] "Prediction error at end is: 0.0939271255060729"
## [3] "Prediction error at end is: 0.0937921727395412"
## [4] "Prediction error at end is: 0.0780026990553306"
## [5] "Prediction error at end is: 0.0780026990553306"
## k 1 k 2
## 1 Modified_Catchment_Area Modified_Catchment_Area
## 2 LS_Factor LSFactor
## 3 Channel_Network_Base_Level Catchment_Area2
## 4 RelativeSlopePosition Channel_Network_Base_Level
## 5 Catchment_area Mass_Balance_Index
## k 3 k 4
## 1 Modified_Catchment_Area Modified_Catchment_Area
## 2 Channel_Network_Base_Level LS_Factor
## 3 RelativeSlopePosition Channel_Network_Base_Level
## 4 LS_Factor Mass_Balance_Index
## 5 LSFactor LSFactor
## k 5
## 1 Modified_Catchment_Area
## 2 LS_Factor
## 3 Mass_Balance_Index
## 4 Catchment_area
## 5 Catchment_Area2
## [1] "silikatisches Festgestein_vs_Blockschutt"
## [1] "Prediction error at end is: 0.243780487804878"
## [2] "Prediction error at end is: 0.119268292682927"
## [3] "Prediction error at end is: 0.104634146341463"
## [4] "Prediction error at end is: 0.0947560975609756"
## [5] "Prediction error at end is: 0.0996341463414634"
## k 1 k 2
## 1 Catchment_area Catchment_area
## 2 Catchment_slope sagaTopographic_Wetness_Index
## 3 Channel_Network_Base_Level Topographic_Wetness_Index
## 4 Topographic_Wetness_Index Catchment_Area2
## 5 LS_Factor Mass_Balance_Index
## k 3 k 4
## 1 Catchment_area Catchment_area
## 2 sagaTopographic_Wetness_Index sagaTopographic_Wetness_Index
## 3 Channel_Network_Base_Level Channel_Network_Base_Level
## 4 RelativeSlopePosition LS_Factor
## 5 LS_Factor Catchment_Area2
## k 5
## 1 Catchment_slope
## 2 Topographic_Wetness_Index
## 3 Channel_Network_Base_Level
## 4 RelativeSlopePosition
## 5 Catchment_area
## [1] "silikatisches Festgestein_vs_Kolluvium"
## [1] "Prediction error at end is: 0.348048780487805"
## [2] "Prediction error at end is: 0.21390243902439"
## [3] "Prediction error at end is: 0.184390243902439"
## [4] "Prediction error at end is: 0.194390243902439"
## [5] "Prediction error at end is: 0.159634146341463"
## k 1 k 2
## 1 Topographic_Wetness_Index Modified_Catchment_Area
## 2 LSFactor Channel_Network_Base_Level
## 3 Modified_Catchment_Area LSFactor
## 4 Channel_Network_Base_Level Catchment_slope
## 5 RelativeSlopePosition LS_Factor
## k 3 k 4
## 1 Modified_Catchment_Area Catchment_area
## 2 RelativeSlopePosition LSFactor
## 3 TWI Channel_Network_Base_Level
## 4 Catchment_area_hr Modified_Catchment_Area
## 5 Channel_Network_Base_Level sagaTopographic_Wetness_Index
## k 5
## 1 Catchment_area
## 2 LSFactor
## 3 Catchment_slope
## 4 TWI
## 5 Channel_Network_Base_Level
## [1] "silikatisches Festgestein_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.115"
## [2] "Prediction error at end is: 0.04"
## [3] "Prediction error at end is: 0.035"
## [4] "Prediction error at end is: 0.035"
## [5] "Prediction error at end is: 0.04"
## k 1 k 2
## 1 Topographic_Wetness_Index Modified_Catchment_Area
## 2 LSFactor LSFactor
## 3 Modified_Catchment_Area Catchment_area_hr
## 4 TWI Catchment_Area2
## 5 Catchment_slope sagaTopographic_Wetness_Index
## k 3 k 4
## 1 Modified_Catchment_Area Modified_Catchment_Area
## 2 LSFactor LSFactor
## 3 Catchment_Area2 Catchment_Area2
## 4 Catchment_area RelativeSlopePosition
## 5 Catchment_slope sagaTopographic_Wetness_Index
## k 5
## 1 Catchment_area
## 2 LSFactor
## 3 Catchment_Area2
## 4 Modified_Catchment_Area
## 5 Channel_Network_Base_Level
## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.305"
## [2] "Prediction error at end is: 0.165"
## [3] "Prediction error at end is: 0.135"
## [4] "Prediction error at end is: 0.125"
## [5] "Prediction error at end is: 0.125"
## k 1 k 2
## 1 Catchment_Area2 Catchment_Area2
## 2 LS_Factor Channel_Network_Base_Level
## 3 Catchment_slope LS_Factor
## 4 Channel_Network_Base_Level LSFactor
## 5 sagaTopographic_Wetness_Index Catchment_slope
## k 3 k 4
## 1 Topographic_Wetness_Index Catchment_Area2
## 2 Channel_Network_Base_Level Channel_Network_Base_Level
## 3 Catchment_slope LS_Factor
## 4 Modified_Catchment_Area Catchment_slope
## 5 LSFactor Mass_Balance_Index
## k 5
## 1 Topographic_Wetness_Index
## 2 Channel_Network_Base_Level
## 3 sagaTopographic_Wetness_Index
## 4 Catchment_slope
## 5 LS_Factor
## [1] "silikatisches Festgestein_vs_Hangschutt"
## [1] "Prediction error at end is: 0.375"
## [2] "Prediction error at end is: 0.265"
## [3] "Prediction error at end is: 0.175"
## [4] "Prediction error at end is: 0.215"
## [5] "Prediction error at end is: 0.245"
## k 1 k 2
## 1 Catchment_slope LS_Factor
## 2 TWI Topographic_Wetness_Index
## 3 Topographic_Wetness_Index Channel_Network_Base_Level
## 4 Mass_Balance_Index Catchment_area
## 5 TopographicWetnessIndex TWI
## k 3 k 4
## 1 LS_Factor Catchment_Area2
## 2 Topographic_Wetness_Index sagaTopographic_Wetness_Index
## 3 sagaTopographic_Wetness_Index Topographic_Wetness_Index
## 4 Channel_Network_Base_Level Catchment_slope
## 5 Catchment_area MassBalanceIndex
## k 5
## 1 Catchment_area
## 2 Catchment_slope
## 3 Topographic_Wetness_Index
## 4 RelativeSlopePosition
## 5 Mass_Balance_Index
## [1] "silikatisches Festgestein_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.39"
## [2] "Prediction error at end is: 0.245"
## [3] "Prediction error at end is: 0.205"
## [4] "Prediction error at end is: 0.225"
## [5] "Prediction error at end is: 0.225"
## k 1 k 2
## 1 Catchment_slope Catchment_slope
## 2 Modified_Catchment_Area sagaTopographic_Wetness_Index
## 3 Channel_Network_Base_Level LS_Factor
## 4 Catchment_area_hr Modified_Catchment_Area
## 5 LS_Factor Catchment_area
## k 3 k 4
## 1 Topographic_Wetness_Index Topographic_Wetness_Index
## 2 Mass_Balance_Index LSFactor
## 3 Catchment_slope MassBalanceIndex
## 4 LS_Factor Catchment_Area2
## 5 TWI Catchment_area_hr
## k 5
## 1 LSFactor
## 2 Catchment_area
## 3 Topographic_Wetness_Index
## 4 Catchment_Area2
## 5 TWI
## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.408292682926829"
## [2] "Prediction error at end is: 0.234146341463415"
## [3] "Prediction error at end is: 0.224146341463415"
## [4] "Prediction error at end is: 0.199146341463415"
## [5] "Prediction error at end is: 0.154390243902439"
## k 1 k 2
## 1 Topographic_Wetness_Index LSFactor
## 2 Channel_Network_Base_Level Channel_Network_Base_Level
## 3 LS_Factor Modified_Catchment_Area
## 4 sagaTopographic_Wetness_Index Catchment_area
## 5 LSFactor Catchment_Area2
## k 3 k 4
## 1 Modified_Catchment_Area Modified_Catchment_Area
## 2 Channel_Network_Base_Level Channel_Network_Base_Level
## 3 Catchment_slope TWI
## 4 RelativeSlopePosition Catchment_Area2
## 5 Topographic_Wetness_Index Mass_Balance_Index
## k 5
## 1 Modified_Catchment_Area
## 2 Channel_Network_Base_Level
## 3 Catchment_area
## 4 RelativeSlopePosition
## 5 LSFactor
roughness
## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"
## [1] "Prediction error at end is: 0.294736842105263"
## [2] "Prediction error at end is: 0.252631578947368"
## [3] "Prediction error at end is: 0.210526315789474"
## [4] "Prediction error at end is: 0.205263157894737"
## [5] "Prediction error at end is: 0.215789473684211"
## k 1 k 2
## 1 vectorruggedness_hr_ws31 vectorruggedness_hr_ws47
## 2 fischerk_ws51 vectorstrength_hr_ws49
## 3 vectorstrength_hr_ws21 TRI_hr_ws2
## 4 vectorstrength_hr_ws23 vectorruggedness_hr_ws27
## 5 vectorstrength_hr_ws59 terraintexture_hr_ws21_tp25
## k 3 k 4
## 1 vectorruggedness_hr_ws51 TRI_hr_ws23
## 2 fischerk_ws53 vectorstrength_hr_ws21
## 3 vectorruggedness_hr_ws35 terraintexture_hr_ws57_tp25
## 4 vectorruggedness_hr_ws15 terraintexture_hr_ws57_tp5
## 5 vectorstrength_hr_ws51 terraintexture_hr_ws53_tp25
## k 5
## 1 TRI_hr_ws23
## 2 fischerk_ws59
## 3 vectorstrength_hr_ws11
## 4 terraintexture_hr_ws53_tp25
## 5 vectorstrength_hr_ws61
## [1] "silikatisches Festgestein_vs_Blockschutt"
## [1] "Prediction error at end is: 0.308414634146341"
## [2] "Prediction error at end is: 0.224024390243902"
## [3] "Prediction error at end is: 0.19390243902439"
## [4] "Prediction error at end is: 0.159024390243902"
## [5] "Prediction error at end is: 0.159146341463415"
## k 1 k 2
## 1 Texture Texture
## 2 TRI_hr_ws9 TRI_hr_ws8
## 3 terraintexture_hr_ws29_tp25 fischerk_ws49
## 4 vectorstrength_hr_ws51 vectorruggedness_hr_ws21
## 5 fischerk_ws15 vectorruggedness_hr_ws57
## k 3 k 4
## 1 Texture TRI_hr_ws18
## 2 fischerk_ws55 Texture
## 3 vectorruggedness_hr_ws39 vectorruggedness_hr_ws53
## 4 TRI_hr_ws12 fischerk_ws43
## 5 vectorruggedness_hr_ws29 terraintexture_hr_ws21_tp25
## k 5
## 1 Texture
## 2 TRI_hr_ws8
## 3 fischerk_ws51
## 4 vectorruggedness_hr_ws59
## 5 terraintexture_hr_ws57_tp5
## [1] "silikatisches Festgestein_vs_Kolluvium"
## [1] "Prediction error at end is: 0.333170731707317"
## [2] "Prediction error at end is: 0.288292682926829"
## [3] "Prediction error at end is: 0.243658536585366"
## [4] "Prediction error at end is: 0.22890243902439"
## [5] "Prediction error at end is: 0.223780487804878"
## k 1 k 2 k 3
## 1 TRI_hr_ws23 TRI_hr_ws20 TRI_hr_ws20
## 2 TRI_hr_ws6 vectorstrength_hr_ws51 Texture
## 3 Texture vectorstrength_hr_ws33 vectorruggedness_hr_ws5
## 4 TRI_hr_ws26 TRI_hr_ws6 Melton_Ruggedness_Number_hr
## 5 fischerk_ws51 vectorstrength_hr_ws59 fischerk_ws49
## k 4 k 5
## 1 TRI_hr_ws20 TRI_hr_ws3
## 2 TRI_hr_ws2 fischerk_ws43
## 3 vectorstrength_hr_ws23 vectorstrength_hr_ws13
## 4 TRI_hr_ws7 fischerk_ws55
## 5 terraintexture_hr_ws29_tp25 TRI_hr_ws4
## [1] "silikatisches Festgestein_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.175"
## [2] "Prediction error at end is: 0.11"
## [3] "Prediction error at end is: 0.1"
## [4] "Prediction error at end is: 0.08"
## [5] "Prediction error at end is: 0.08"
## k 1 k 2
## 1 vectorruggedness_hr_ws45 vectorruggedness_hr_ws55
## 2 TRI_hr_ws4 vectorruggedness_hr_ws15
## 3 vectorstrength_hr_ws23 terraintexture_hr_ws53_tp5
## 4 TRI_hr_ws23 terraintexture_hr_ws17_tp25
## 5 fischerk_ws17 terraintexture_hr_ws37_tp5
## k 3 k 4
## 1 vectorruggedness_hr_ws45 vectorruggedness_hr_ws45
## 2 TRI_hr_ws6 Melton_Ruggedness_Number_hr
## 3 Texture TRI_hr_ws7
## 4 fischerk_ws55 fischerk_ws49
## 5 vectorstrength_hr_ws13 fischerk_ws45
## k 5
## 1 TRI_hr_ws19
## 2 vectorstrength_hr_ws45
## 3 TRI_hr_ws4
## 4 fischerk_ws29
## 5 fischerk_ws45
## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.465"
## [2] "Prediction error at end is: 0.265"
## [3] "Prediction error at end is: 0.265"
## [4] "Prediction error at end is: 0.26"
## [5] "Prediction error at end is: 0.265"
## k 1 k 2 k 3
## 1 TRI_hr_ws20 fischerk_ws57 terraintexture_hr_ws57_tp25
## 2 fischerk_ws51 TRI_hr_ws16 TRI_hr_ws5
## 3 terraintexture_hr_ws37_tp25 fischerk_ws19 fischerk_ws59
## 4 vectorruggedness_hr_ws39 Texture Texture
## 5 terraintexture_hr_ws21_tp25 TRI_hr_ws13 vectorruggedness_hr_ws51
## k 4 k 5
## 1 TRI_hr_ws10 fischerk_ws57
## 2 fischerk_ws23 TRI_hr_ws21
## 3 terraintexture_hr_ws53_tp5 terraintexture_hr_ws57_tp25
## 4 terraintexture_hr_ws45_tp5 terraintexture_hr_ws41_tp5
## 5 fischerk_ws51 vectorruggedness_hr_ws59
## [1] "silikatisches Festgestein_vs_Hangschutt"
## [1] "Prediction error at end is: 0.475"
## [2] "Prediction error at end is: 0.385"
## [3] "Prediction error at end is: 0.355"
## [4] "Prediction error at end is: 0.31"
## [5] "Prediction error at end is: 0.335"
## k 1 k 2
## 1 TRI_hr_ws21 TRI_hr_ws23
## 2 vectorruggedness_hr_ws21 fischerk_ws45
## 3 vectorruggedness_hr_ws17 vectorruggedness_hr_ws53
## 4 vectorruggedness_hr_ws33 terraintexture_hr_ws53_tp25
## 5 TRI_hr_ws1 terraintexture_hr_ws33_tp25
## k 3 k 4
## 1 TRI_hr_ws18 TRI_hr_ws16
## 2 terraintexture_hr_ws29_tp25 terraintexture_hr_ws57_tp25
## 3 vectorstrength_hr_ws57 vectorruggedness_hr_ws51
## 4 terraintexture_hr_ws49_tp25 terraintexture_hr_ws41_tp25
## 5 terraintexture_hr_ws53_tp25 vectorstrength_hr_ws13
## k 5
## 1 fischerk_ws51
## 2 fischerk_ws59
## 3 TRI_hr_ws22
## 4 terraintexture_hr_ws49_tp25
## 5 terraintexture_hr_ws53_tp25
## [1] "silikatisches Festgestein_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.335"
## [2] "Prediction error at end is: 0.245"
## [3] "Prediction error at end is: 0.205"
## [4] "Prediction error at end is: 0.22"
## [5] "Prediction error at end is: 0.225"
## k 1 k 2
## 1 TRI_hr_ws21 TRI_hr_ws13
## 2 terraintexture_hr_ws29_tp25 terraintexture_hr_ws49_tp25
## 3 Texture vectorstrength_hr_ws33
## 4 fischerk_ws51 TRI_hr_ws2
## 5 vectorruggedness_hr_ws39 vectorstrength_hr_ws19
## k 3 k 4
## 1 TRI_hr_ws24 vectorruggedness_hr_ws57
## 2 terraintexture_hr_ws25_tp25 vectorruggedness_hr_ws3
## 3 Texture vectorstrength_hr_ws17
## 4 terraintexture_hr_ws41_tp25 TRI_hr_ws7
## 5 vectorstrength_hr_ws11 vectorstrength_hr_ws19
## k 5
## 1 terraintexture_hr_ws41_tp25
## 2 Texture
## 3 vectorruggedness_hr_ws49
## 4 terraintexture_hr_ws49_tp25
## 5 vectorstrength_hr_ws3
## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.35"
## [2] "Prediction error at end is: 0.34"
## [3] "Prediction error at end is: 0.305"
## [4] "Prediction error at end is: 0.26"
## [5] "Prediction error at end is: 0.26"
## k 1 k 2
## 1 TRI_hr_ws19 TRI_hr_ws23
## 2 Texture vectorruggedness_hr_ws49
## 3 vectorruggedness_hr_ws37 vectorstrength_hr_ws55
## 4 TRI_hr_ws20 vectorstrength_hr_ws51
## 5 vectorstrength_hr_ws61 Texture
## k 3 k 4
## 1 TRI_hr_ws20 TRI_hr_ws18
## 2 Texture fischerk_ws53
## 3 vectorstrength_hr_ws51 TRI_hr_ws13
## 4 vectorstrength_hr_ws57 Texture
## 5 vectorruggedness_hr_ws13 vectorruggedness_hr_ws5
## k 5
## 1 TRI_hr_ws19
## 2 fischerk_ws51
## 3 vectorruggedness_hr_ws5
## 4 terraintexture_hr_ws37_tp5
## 5 Texture
RLIcols
## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"
## [1] "Prediction error at end is: 0.305263157894737"
## [2] "Prediction error at end is: 0.284210526315789"
## [3] "Prediction error at end is: 0.3"
## [4] "Prediction error at end is: 0.310526315789474"
## [5] "Prediction error at end is: 0.294736842105263"
## k 1
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_mps_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_10cells
## 4 geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_dominance_UE_hr_20cells
## k 2
## 1 geom_hr_L50m_fl10_r_li_mps_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_mps_UE_hr_5cells
## 3 geom_hr_L3_fl1_r_li_shannon_UE_hr_10cells
## 4 geom_hr_L50m_fl1_r_li_simpson_UE_hr_10cells
## 5 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_5cells
## k 3
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_5cells
## 3 geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## 4 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_dominance_UE_hr_5cells
## k 4
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_5cells
## 3 geom_hr_L50m_fl1_r_li_richness_UE_hr_5cells
## 4 geom_hr_L50m_fl1_r_li_simpson_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## k 5
## 1 geom_hr_L3_fl10_r_li_simpson_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## 3 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_5cells
## 4 geom_hr_L50m_fl10_r_li_simpson_UE_hr_5cells
## 5 geom_hr_L3_fl1_r_li_simpson_UE_hr_5cells
## [1] "silikatisches Festgestein_vs_Blockschutt"
## [1] "Prediction error at end is: 0.37780487804878"
## [2] "Prediction error at end is: 0.36280487804878"
## [3] "Prediction error at end is: 0.347926829268293"
## [4] "Prediction error at end is: 0.393048780487805"
## [5] "Prediction error at end is: 0.377682926829268"
## k 1
## 1 geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2 geom_hr_L50m_fl1_r_li_edgedensity_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 4 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## k 2
## 1 geom_hr_L3_fl1_r_li_mps_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_edgedensity_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_simpson_UE_hr_10cells
## 4 geom_hr_L50m_fl10_r_li_shannon_UE_hr_10cells
## 5 geom_hr_L3_fl1_r_li_shape_UE_hr_20cells
## k 3
## 1 geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 5 geom_hr_L50m_fl1_r_li_dominance_UE_hr_10cells
## k 4
## 1 geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2 geom_hr_L3_fl10_r_li_shape_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 4 geom_hr_L3_fl10_r_li_mps_UE_hr_10cells
## 5 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## k 5
## 1 geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## 4 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 5 geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## [1] "silikatisches Festgestein_vs_Kolluvium"
## [1] "Prediction error at end is: 0.433414634146341"
## [2] "Prediction error at end is: 0.372682926829268"
## [3] "Prediction error at end is: 0.322926829268293"
## [4] "Prediction error at end is: 0.343048780487805"
## [5] "Prediction error at end is: 0.367926829268293"
## k 1
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_shape_UE_hr_10cells
## 4 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 5 geom_hr_L3_fl1_r_li_dominance_UE_hr_5cells
## k 2
## 1 geom_hr_L3_fl10_r_li_shannon_UE_hr_10cells
## 2 geom_hr_L3_fl1_r_li_richness_UE_hr_10cells
## 3 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 4 geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 5 geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## k 3
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 3 geom_hr_L50m_fl1_r_li_dominance_UE_hr_20cells
## 4 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_5cells
## 5 geom_hr_L50m_fl10_r_li_simpson_UE_hr_5cells
## k 4
## 1 geom_hr_L3_fl1_r_li_mps_UE_hr_5cells
## 2 geom_hr_L3_fl10_r_li_shannon_UE_hr_10cells
## 3 geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## 4 geom_hr_L50m_fl1_r_li_mps_UE_hr_5cells
## 5 geom_hr_L3_fl1_r_li_richness_UE_hr_5cells
## k 5
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2 geom_hr_L3_fl10_r_li_shannon_UE_hr_10cells
## 3 geom_hr_L3_fl1_r_li_shannon_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 5 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_5cells
## [1] "silikatisches Festgestein_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.315"
## [2] "Prediction error at end is: 0.32"
## [3] "Prediction error at end is: 0.285"
## [4] "Prediction error at end is: 0.21"
## [5] "Prediction error at end is: 0.24"
## k 1
## 1 geom_hr_L3_fl10_r_li_mps_UE_hr_5cells
## 2 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_5cells
## 3 geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## 4 geom_hr_L3_fl1_r_li_richness_UE_hr_10cells
## 5 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## k 2
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 4 geom_hr_L3_fl1_r_li_dominance_UE_hr_5cells
## 5 geom_hr_L50m_fl10_r_li_shannon_UE_hr_20cells
## k 3
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl10_r_li_shannon_UE_hr_5cells
## 3 geom_hr_L3_fl1_r_li_simpson_UE_hr_5cells
## 4 geom_hr_L3_fl1_r_li_dominance_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_mps_UE_hr_20cells
## k 4
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl10_r_li_simpson_UE_hr_10cells
## 3 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 4 geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## 5 geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## k 5
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl10_r_li_dominance_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_simpson_UE_hr_5cells
## 4 geom_hr_L50m_fl10_r_li_shape_UE_hr_20cells
## 5 geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.445"
## [2] "Prediction error at end is: 0.46"
## [3] "Prediction error at end is: 0.41"
## [4] "Prediction error at end is: 0.46"
## [5] "Prediction error at end is: 0.425"
## k 1
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_simpson_UE_hr_10cells
## 3 geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 4 geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## 5 geom_hr_L3_fl1_r_li_mps_UE_hr_20cells
## k 2
## 1 geom_hr_L50m_fl1_r_li_shannon_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_richness_UE_hr_5cells
## 3 geom_hr_L50m_fl1_r_li_simpson_UE_hr_10cells
## 4 geom_hr_L50m_fl10_r_li_richness_UE_hr_5cells
## 5 geom_hr_L50m_fl1_r_li_shannon_UE_hr_20cells
## k 3
## 1 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 2 geom_hr_L50m_fl1_r_li_mps_UE_hr_10cells
## 3 geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## 4 geom_hr_L3_fl10_r_li_patchnum_UE_hr_10cells
## 5 geom_hr_L50m_fl1_r_li_shape_UE_hr_10cells
## k 4
## 1 geom_hr_L3_fl10_r_li_mps_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 3 geom_hr_L3_fl10_r_li_patchnum_UE_hr_10cells
## 4 geom_hr_L50m_fl10_r_li_dominance_UE_hr_20cells
## 5 geom_hr_L50m_fl10_r_li_shannon_UE_hr_10cells
## k 5
## 1 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_patchnum_UE_hr_10cells
## 3 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_5cells
## 4 geom_hr_L50m_fl10_r_li_richness_UE_hr_10cells
## 5 geom_hr_L3_fl10_r_li_richness_UE_hr_10cells
## [1] "silikatisches Festgestein_vs_Hangschutt"
## [1] "Prediction error at end is: 0.505"
## [2] "Prediction error at end is: 0.53"
## [3] "Prediction error at end is: 0.5"
## [4] "Prediction error at end is: 0.485"
## [5] "Prediction error at end is: 0.5"
## k 1
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 4 geom_hr_L50m_fl10_r_li_mps_UE_hr_10cells
## 5 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_10cells
## k 2
## 1 geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_dominance_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_shannon_UE_hr_5cells
## 5 geom_hr_L50m_fl10_r_li_shannon_UE_hr_5cells
## k 3
## 1 geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## 2 geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_shape_UE_hr_20cells
## 4 geom_hr_L50m_fl10_r_li_richness_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_20cells
## k 4
## 1 geom_hr_L50m_fl10_r_li_shape_UE_hr_20cells
## 2 geom_hr_L50m_fl10_r_li_simpson_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_20cells
## 4 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 5 geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## k 5
## 1 geom_hr_L50m_fl10_r_li_dominance_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 4 geom_hr_L3_fl1_r_li_dominance_UE_hr_10cells
## 5 geom_hr_L3_fl1_r_li_shape_UE_hr_5cells
## [1] "silikatisches Festgestein_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.43"
## [2] "Prediction error at end is: 0.38"
## [3] "Prediction error at end is: 0.34"
## [4] "Prediction error at end is: 0.335"
## [5] "Prediction error at end is: 0.3"
## k 1
## 1 geom_hr_L50m_fl10_r_li_shannon_UE_hr_10cells
## 2 geom_hr_L50m_fl1_r_li_shannon_UE_hr_10cells
## 3 geom_hr_L50m_fl10_r_li_richness_UE_hr_5cells
## 4 geom_hr_L50m_fl10_r_li_richness_UE_hr_10cells
## 5 geom_hr_L50m_fl1_r_li_richness_UE_hr_10cells
## k 2
## 1 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 2 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_shape_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 5 geom_hr_L50m_fl10_r_li_shape_UE_hr_5cells
## k 3
## 1 geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 3 geom_hr_L3_fl10_r_li_mps_UE_hr_5cells
## 4 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_10cells
## 5 geom_hr_L3_fl1_r_li_shannon_UE_hr_20cells
## k 4
## 1 geom_hr_L3_fl10_r_li_shannon_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 3 geom_hr_L50m_fl10_r_li_richness_UE_hr_5cells
## 4 geom_hr_L3_fl1_r_li_richness_UE_hr_10cells
## 5 geom_hr_L3_fl10_r_li_dominance_UE_hr_5cells
## k 5
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 4 geom_hr_L3_fl1_r_li_simpson_UE_hr_20cells
## 5 geom_hr_L3_fl10_r_li_mps_UE_hr_10cells
## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.345"
## [2] "Prediction error at end is: 0.365"
## [3] "Prediction error at end is: 0.365"
## [4] "Prediction error at end is: 0.435"
## [5] "Prediction error at end is: 0.435"
## k 1
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2 geom_hr_L50m_fl10_r_li_patchnum_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 4 geom_hr_L50m_fl1_r_li_dominance_UE_hr_5cells
## 5 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_5cells
## k 2
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_shannon_UE_hr_20cells
## 4 geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 5 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## k 3
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2 geom_hr_L50m_fl10_r_li_patchnum_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_dominance_UE_hr_5cells
## 4 geom_hr_L3_fl1_r_li_simpson_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_mps_UE_hr_10cells
## k 4
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 4 geom_hr_L50m_fl1_r_li_shannon_UE_hr_20cells
## 5 geom_hr_L50m_fl1_r_li_mps_UE_hr_10cells
## k 5
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl10_r_li_shape_UE_hr_10cells
## 3 geom_hr_L3_fl1_r_li_patchdensity_UE_hr_5cells
## 4 geom_hr_L3_fl1_r_li_simpson_UE_hr_20cells
## 5 geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
Heights
## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"
## [1] "Prediction error at end is: 0.120647773279352"
## [2] "Prediction error at end is: 0.0997300944669366"
## [3] "Prediction error at end is: 0.0577597840755735"
## [4] "Prediction error at end is: 0.0630229419703104"
## [5] "Prediction error at end is: 0.0472334682860999"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Slope_Height StandardizedHeight
## 3 StandardizedHeight Valley_Depth_hr Valley_Depth_hr
## 4 Valley_Depth_hr MidSlope_Positon_hr NormalizedHeight
## 5 Standardized_Height_hr Normalized_Height_hr Slope_Height
## k 4
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Slope_Height_hr
## 4 ValleyDepth
## 5 Relative_Slope_Position
## k 5
## 1 Relative_Slope_Position
## 2 Vertical_Distance_to_Channel_Network
## 3 Slope_Height_hr
## 4 Mid_Slope_Positon
## 5 Maximum_Height_hr
## [1] "silikatisches Festgestein_vs_Blockschutt"
## [1] "Prediction error at end is: 0.288658536585366"
## [2] "Prediction error at end is: 0.124634146341463"
## [3] "Prediction error at end is: 0.0847560975609756"
## [4] "Prediction error at end is: 0.0946341463414634"
## [5] "Prediction error at end is: 0.0846341463414634"
## k 1 k 2
## 1 Normalized_Height Maximum_Height_hr
## 2 Maximum_Height_hr Normalized_Height
## 3 ValleyDepth ValleyDepth
## 4 StandardizedHeight Slope_Height
## 5 SlopeHeight Normalized_Height_hr
## k 3 k 4
## 1 Normalized_Height Normalized_Height
## 2 Vertical_Distance_to_Channel_Network Maximum_Height_hr
## 3 ValleyDepth ValleyDepth
## 4 Valley_Depth_hr SlopeHeight
## 5 Maximum_Height_hr Relative_Slope_Position
## k 5
## 1 Maximum_Height_hr
## 2 Normalized_Height
## 3 ValleyDepth
## 4 SlopeHeight
## 5 NormalizedHeight
## [1] "silikatisches Festgestein_vs_Kolluvium"
## [1] "Prediction error at end is: 0.198780487804878"
## [2] "Prediction error at end is: 0.164512195121951"
## [3] "Prediction error at end is: 0.159756097560976"
## [4] "Prediction error at end is: 0.154756097560976"
## [5] "Prediction error at end is: 0.159634146341463"
## k 1 k 2
## 1 Standardized_Height Standardized_Height
## 2 ValleyDepth ValleyDepth
## 3 MidSlope_Positon_hr Mid_Slope_Positon
## 4 Normalized_Height NormalizedHeight
## 5 Valley_Depth_hr Vertical_Distance_to_Channel_Network
## k 3 k 4
## 1 Standardized_Height Standardized_Height
## 2 Standardized_Height_hr ValleyDepth
## 3 Maximum_Height_hr Slope_Height
## 4 Slope_Height_hr Mid_Slope_Positon
## 5 Valley_Depth_hr Vertical_Distance_to_Channel_Network
## k 5
## 1 Standardized_Height
## 2 MidSlope_Positon_hr
## 3 Normalized_Height_hr
## 4 Maximum_Height_hr
## 5 Slope_Height
## [1] "silikatisches Festgestein_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.085"
## [2] "Prediction error at end is: 0.05"
## [3] "Prediction error at end is: 0.045"
## [4] "Prediction error at end is: 0.045"
## [5] "Prediction error at end is: 0.04"
## k 1 k 2
## 1 Normalized_Height Normalized_Height
## 2 Standardized_Height_hr Slope_Height
## 3 Slope_Height Normalized_Height_hr
## 4 ValleyDepth ValleyDepth
## 5 Vertical_Distance_to_Channel_Network Valley_Depth_hr
## k 3 k 4 k 5
## 1 Normalized_Height Normalized_Height Normalized_Height
## 2 Slope_Height Slope_Height Slope_Height
## 3 Valley_Depth_hr Normalized_Height_hr Normalized_Height_hr
## 4 Normalized_Height_hr MidSlope_Positon_hr Valley_Depth_hr
## 5 Mid_Slope_Positon Standardized_Height_hr ValleyDepth
## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.26"
## [2] "Prediction error at end is: 0.17"
## [3] "Prediction error at end is: 0.105"
## [4] "Prediction error at end is: 0.115"
## [5] "Prediction error at end is: 0.105"
## k 1 k 2 k 3
## 1 Normalized_Height Normalized_Height Normalized_Height
## 2 Slope_Height ValleyDepth ValleyDepth
## 3 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 4 ValleyDepth Relative_Slope_Position Relative_Slope_Position
## 5 Valley_Depth_hr StandardizedHeight SlopeHeight
## k 4 k 5
## 1 Normalized_Height Normalized_Height
## 2 Maximum_Height_hr ValleyDepth
## 3 ValleyDepth Normalized_Height_hr
## 4 Normalized_Height_hr Maximum_Height_hr
## 5 Slope_Height MidSlope_Positon_hr
## [1] "silikatisches Festgestein_vs_Hangschutt"
## [1] "Prediction error at end is: 0.4"
## [2] "Prediction error at end is: 0.315"
## [3] "Prediction error at end is: 0.325"
## [4] "Prediction error at end is: 0.315"
## [5] "Prediction error at end is: 0.32"
## k 1 k 2
## 1 Normalized_Height Normalized_Height
## 2 Standardized_Height Maximum_Height_hr
## 3 Slope_Height Standardized_Height
## 4 Valley_Depth_hr Valley_Depth_hr
## 5 Normalized_Height_hr SlopeHeight
## k 3 k 4
## 1 Normalized_Height NormalizedHeight
## 2 Maximum_Height_hr Maximum_Height_hr
## 3 Mid_Slope_Positon Relative_Slope_Position
## 4 StandardizedHeight Standardized_Height_hr
## 5 Vertical_Distance_to_Channel_Network Valley_Depth_hr
## k 5
## 1 Normalized_Height
## 2 Standardized_Height
## 3 MidSlope_Positon_hr
## 4 Vertical_Distance_to_Channel_Network
## 5 Maximum_Height_hr
## [1] "silikatisches Festgestein_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.335"
## [2] "Prediction error at end is: 0.175"
## [3] "Prediction error at end is: 0.17"
## [4] "Prediction error at end is: 0.165"
## [5] "Prediction error at end is: 0.16"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Slope_Height Maximum_Height_hr
## 2 ValleyDepth Maximum_Height_hr ValleyDepth
## 3 Valley_Depth_hr Valley_Depth_hr Relative_Slope_Position
## 4 Normalized_Height Slope_Height_hr Slope_Height
## 5 Slope_Height MidSlope_Positon_hr Valley_Depth_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Slope_Height Valley_Depth_hr
## 3 Mid_Slope_Positon ValleyDepth
## 4 Valley_Depth_hr NormalizedHeight
## 5 StandardizedHeight Slope_Height
## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.333536585365854"
## [2] "Prediction error at end is: 0.268292682926829"
## [3] "Prediction error at end is: 0.243414634146341"
## [4] "Prediction error at end is: 0.258414634146341"
## [5] "Prediction error at end is: 0.253414634146341"
## k 1 k 2
## 1 Normalized_Height Normalized_Height
## 2 Relative_Slope_Position Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network Slope_Height_hr
## 4 Standardized_Height_hr SlopeHeight
## 5 ValleyDepth Relative_Slope_Position
## k 3 k 4
## 1 Normalized_Height Normalized_Height
## 2 Standardized_Height Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network Valley_Depth_hr
## 4 Valley_Depth_hr NormalizedHeight
## 5 Normalized_Height_hr Standardized_Height
## k 5
## 1 Normalized_Height
## 2 Maximum_Height_hr
## 3 Standardized_Height
## 4 Vertical_Distance_to_Channel_Network
## 5 ValleyDepth
